Unnamed: 0
int64
trans_date_trans_time
string
cc_num
int64
merchant
string
category
string
amt
float64
first
string
last
string
gender
string
street
string
city
string
state
string
zip
int64
lat
float64
long
float64
city_pop
int64
job
string
dob
string
trans_num
string
unix_time
int64
merch_lat
float64
merch_long
float64
is_fraud
int64
9,700
2019-01-07 00:14:15
501,899,453,424
fraud_Kutch, Hermiston and Farrell
gas_transport
51.17
Jessica
Dominguez
F
06393 Nancy Parkways Suite 855
Gadsden
AL
35,903
33.9845
-85.9077
67,082
Ceramics designer
1970-01-08
f22aab2d042750a5c7d8d5ef21974558
1,325,895,255
33.278292
-86.492707
0
9,701
2019-01-07 00:16:39
3,544,606,805,704,278
fraud_Kuhic Inc
grocery_pos
150.35
Carolyn
Thomas
F
755 Solis Isle Suite 075
New Memphis
IL
62,266
38.4857
-89.6816
254
Magazine journalist
1952-05-07
d9629a7416bac80083a150c0156c6bf4
1,325,895,399
37.558873
-88.718024
0
9,702
2019-01-07 00:17:59
4,681,699,462,969
fraud_Schmitt Ltd
misc_net
8.43
Joseph
Gonzalez
M
319 Wendy Fort Suite 179
Murfreesboro
TN
37,132
35.8596
-86.421
158,701
Journalist, newspaper
1978-03-06
cf63936a2ed55d6812f6c938a8c2be69
1,325,895,479
35.130636
-86.049744
0
9,703
2019-01-07 00:18:46
3,560,318,482,131,952
fraud_Volkman-Predovic
shopping_net
5.09
William
Skinner
M
524 Wu Spurs Suite 894
Mount Hope
AL
35,651
34.4793
-87.4769
1,312
Librarian, academic
1955-02-01
70a7380312ae37e2425d0fc61b4640a3
1,325,895,526
34.646762
-87.600004
0
9,704
2019-01-07 00:18:47
6,596,735,789,587,928
fraud_Schumm, McLaughlin and Carter
food_dining
99.88
Spencer
Williams
M
1145 Tony Drive Suite 080
Watertown
MN
55,388
44.9595
-93.8482
5,619
Licensed conveyancer
1959-01-15
ff7d1c0a4ca4efcb7a4a4e54170f7d65
1,325,895,527
44.997135
-93.49587
0
9,705
2019-01-07 00:20:07
577,588,686,219
fraud_Kling Inc
gas_transport
47.17
James
Strickland
M
25454 Leonard Lake
Spring Church
PA
15,686
40.6153
-79.4545
972
Public relations account executive
1997-10-23
c2a064c4c9d5140741b29f056c3e8d8e
1,325,895,607
41.193394
-79.997861
0
9,706
2019-01-07 00:21:20
4,191,109,180,926,792
fraud_Vandervort-Funk
grocery_pos
214.07
Jennifer
Spencer
F
477 Wheeler Burg
Amanda
OH
43,102
39.6251
-82.7552
4,512
Farm manager
1992-10-03
aade4e28799471d4a17fa013c3974053
1,325,895,680
39.837235
-82.472192
0
9,707
2019-01-07 00:23:11
378,278,619,832,195
fraud_Bins-Rice
gas_transport
40.54
Mary
Mcintyre
F
77921 Costa Villages
Eugene
OR
97,403
44.0385
-123.0614
191,096
Scientist, physiological
1964-04-06
d7a52031122e0bb981228e5cf215e045
1,325,895,791
44.020662
-122.470542
0
9,708
2019-01-07 00:24:14
3,573,030,041,201,292
fraud_Marks Inc
gas_transport
53.25
Joanne
Williams
F
3638 Marsh Union
Altonah
UT
84,002
40.3207
-110.436
302
Sales professional, IT
1990-01-17
bdc5e55d0bac5324b6a2ddd40ebc6b4b
1,325,895,854
39.730834
-111.429729
0
9,709
2019-01-07 00:25:11
2,291,163,933,867,244
fraud_Deckow-O'Conner
grocery_pos
88.4
Jeff
Elliott
M
351 Darlene Green
Columbia
SC
29,209
33.9659
-80.9355
333,497
Mechanical engineer
1968-03-19
4767b04d331bd8f03f41f368d66279d5
1,325,895,911
33.376139
-81.063557
0
9,710
2019-01-07 00:25:38
180,084,576,295,055
fraud_Harris Inc
gas_transport
91.34
David
Kirby
M
133 Alyssa Plains
Lolita
TX
77,971
28.7724
-96.4793
911
Archaeologist
1970-01-18
38ae7871f7a3b9b846c1c0ec346650c5
1,325,895,938
28.585425
-96.191719
0
9,711
2019-01-07 00:26:51
213,141,712,584,544
fraud_Rodriguez, Yost and Jenkins
misc_net
36.11
Margaret
Curtis
F
742 Oneill Shore
Florence
MS
39,073
32.153
-90.1217
19,685
Fine artist
1984-12-24
5aefa529f4e9f3e65f9474cc3ef17355
1,325,896,011
31.599078
-90.7072
0
9,712
2019-01-07 00:27:15
4,223,708,906,367,574,000
fraud_Padberg-Welch
grocery_pos
90.79
Adam
Riddle
M
27718 Mason Bypass
Mount Saint Joseph
OH
45,051
39.0965
-84.6431
177
Exhibition designer
1974-05-30
6987a3e23c1b2005b5aebdd72bb93eb7
1,325,896,035
39.102253
-83.856884
0
9,713
2019-01-07 00:29:30
503,874,407,318
fraud_Harber Inc
gas_transport
56.14
Andrew
Mcgee
M
4130 Tiffany Glen Apt. 562
San Antonio
TX
78,248
29.5894
-98.5201
1,595,797
Exhibition designer
1975-12-28
2caaaaba32ec22050caed2daf822ace4
1,325,896,170
29.494085
-98.738783
0
9,714
2019-01-07 00:29:49
6,011,504,998,544,485
fraud_Kuvalis Ltd
gas_transport
45.08
Ashley
Whitney
F
4038 Smith Avenue
Jones
AL
36,749
32.5104
-86.8138
1,089
Materials engineer
1971-11-02
351e80413f617443513cd099f551129a
1,325,896,189
33.390054
-87.687505
0
9,715
2019-01-07 00:30:04
2,229,378,226,512,508
fraud_Rempel PLC
grocery_net
43.91
Thomas
Hale
M
949 Smith Parkway
Cazenovia
WI
53,924
43.4987
-90.2796
1,360
Occupational hygienist
1984-11-06
16d6b438f82b02116cdf87f37b0c0409
1,325,896,204
43.162114
-90.979833
0
9,716
2019-01-07 00:30:21
676,173,792,455
fraud_Kassulke PLC
shopping_net
35.44
Brittany
Cox
F
07177 William Dale Apt. 547
Santa Monica
CA
90,403
34.0287
-118.4924
92,043
Civil engineer, contracting
1961-04-25
e9ef485c8e8401e7d24480607904bb78
1,325,896,221
34.941227
-118.682847
0
9,717
2019-01-07 00:31:55
4,839,615,922,685,395
fraud_Rempel Inc
shopping_net
45.93
Phillip
Robertson
M
85344 Smith Gateway Apt. 280
Harrodsburg
IN
47,434
39.013
-86.5457
76
Social researcher
1955-05-06
0f6e316523ca29979e207382faedf917
1,325,896,315
39.481558
-87.431131
0
9,718
2019-01-07 00:33:09
3,519,607,465,576,254
fraud_Padberg-Welch
grocery_pos
126.27
Audrey
Gonzalez
F
34180 Lopez Plaza
Fields Landing
CA
95,537
40.7268
-124.2174
276
Scientist, audiological
1929-05-06
2c01f36d921d7b9fbfc2fb84ac5f8558
1,325,896,389
40.120162
-123.486593
0
9,719
2019-01-07 00:33:45
2,264,937,662,466,770
fraud_Bins-Rice
gas_transport
51.5
Juan
Sherman
M
5939 Garcia Forges Suite 297
San Antonio
TX
78,214
29.3641
-98.4924
1,595,797
Land
1995-10-17
eae7dd055997549f316b2d9498479d8f
1,325,896,425
29.649446
-97.682126
0
9,720
2019-01-07 00:35:00
4,449,530,933,957,323
fraud_O'Keefe-Hudson
grocery_pos
115.3
Felicia
Mckee
F
84079 Thomas Burgs
Tomales
CA
94,971
38.2427
-122.9145
337
Occupational psychologist
1954-07-05
980a7955ed09dd221a59256ddf87f17f
1,325,896,500
37.960341
-122.116173
0
9,721
2019-01-07 00:35:26
30,270,432,095,985
fraud_Ledner-Pfannerstill
gas_transport
59.86
Lisa
Lin
F
908 Brooks Brook
Lomax
IL
61,454
40.6761
-91.0391
725
Environmental consultant
1972-11-28
959532860a56fa0dfe256508d7554107
1,325,896,526
40.458513
-91.302714
0
9,722
2019-01-07 00:35:44
180,094,419,304,907
fraud_Schumm, Bauch and Ondricka
grocery_pos
226.85
Sharon
Smith
F
17666 David Valleys
Sun City
CA
92,585
33.7467
-117.1721
54,287
Designer, exhibition/display
1972-09-22
f4e220b90b277d37f41ab61ef7a515d2
1,325,896,544
34.605332
-116.760063
0
9,723
2019-01-07 00:36:35
3,593,118,134,380,341
fraud_Baumbach, Feeney and Morar
shopping_net
16.88
Laura
Casey
F
6114 Moran Way
Steuben
ME
4,680
44.4971
-67.9503
1,131
Make
1959-05-10
5906ddf52031bf2e1af19f68703f0ee1
1,325,896,595
44.102346
-68.483305
0
9,724
2019-01-07 00:37:40
377,654,590,313,960
fraud_Sawayn PLC
shopping_pos
3.92
Lawrence
Davis
M
7421 Serrano Lane Apt. 580
Powell
TN
37,849
36.0435
-84.04
25,459
Teacher, special educational needs
1969-02-22
76b521ca9e7e2a0fe3b866e699588c3e
1,325,896,660
36.565327
-83.953733
0
9,725
2019-01-07 00:38:15
4,319,584,480,204,989,000
fraud_Huels-Nolan
gas_transport
81.74
Kathleen
Nash
F
010 Salazar Walk
Cromona
KY
41,810
37.1788
-82.695
502
Chief Financial Officer
1960-02-01
c53b089cec1fc6b104d092bdc45b67f6
1,325,896,695
36.667673
-82.584838
0
9,726
2019-01-07 00:38:40
377,026,671,291,680
fraud_Doyle Ltd
grocery_pos
91.38
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
98559887d006e69efa8e0aa4a645739c
1,325,896,720
36.640628
-90.175237
0
9,727
2019-01-07 00:38:44
36,078,114,201,167
fraud_Reichert, Shanahan and Hayes
shopping_net
12.72
Christopher
Horn
M
956 Sanchez Highway
Mallie
KY
41,836
37.2692
-82.9161
798
Facilities manager
1926-06-26
f78bc6dd3be0fa8283165819894cce98
1,325,896,724
36.968635
-83.090337
0
9,728
2019-01-07 00:38:46
375,534,208,663,984
fraud_McDermott-Rice
misc_pos
34.45
Tyler
Garcia
M
408 Bradley Rest
Doe Hill
VA
24,433
38.4207
-79.4629
99
Dance movement psychotherapist
1986-03-28
0492b9977353bedb7f81a6f632f6b705
1,325,896,726
38.652475
-79.911709
0
9,729
2019-01-07 00:40:02
4,998,109,455,173,950
fraud_Kilback LLC
grocery_pos
225.48
Mary
Pruitt
F
2819 Luke Greens Suite 563
Kansas City
MO
64,114
38.9621
-94.5959
545,147
Counsellor
1987-11-18
602a1776b2ad3d3f07de7cc007802f9e
1,325,896,802
37.986766
-93.847242
0
9,730
2019-01-07 00:40:39
4,792,627,764,422,478,000
fraud_Dach-Nader
misc_net
148.27
Margaret
Mendez
F
7952 Karen Pike
De Soto
KS
66,018
38.9462
-94.9714
5,760
Chief Executive Officer
1978-10-01
4f0c564ee247adb112a8e984c5ecd0f0
1,325,896,839
38.441934
-95.222805
0
9,731
2019-01-07 00:41:13
4,364,010,865,167,176
fraud_Pacocha-O'Reilly
grocery_pos
45.03
Gary
Martinez
M
03512 Jackson Ports
Reno
NV
89,512
39.5483
-119.7957
276,896
Immunologist
1997-03-12
c80e4113b7fb85e535f304ed7987a6fc
1,325,896,873
38.679913
-118.951469
0
9,732
2019-01-07 00:43:10
4,005,676,619,255,478
fraud_Rippin, Kub and Mann
misc_net
2.05
William
Perry
M
458 Phillips Island Apt. 768
Denham Springs
LA
70,726
30.459
-90.9027
71,335
Herbalist
1994-05-31
028198b60c2483dfa720047f190cc8c2
1,325,896,990
29.687715
-90.414888
0
9,733
2019-01-07 00:43:17
30,428,204,673,351
fraud_Wuckert-Walter
grocery_net
47.94
Greg
Villarreal
M
2851 Foster Shoals
Schaefferstown
PA
17,088
40.3087
-76.2963
823
Gaffer
1982-07-02
db328b2f083d48c7cb8d676dc5670423
1,325,896,997
39.76085
-76.082418
0
9,734
2019-01-07 00:43:18
6,011,367,958,204,270
fraud_Schaefer, Maggio and Daugherty
gas_transport
95.06
Tammy
Ayers
F
1652 James Mews
Hinckley
OH
44,233
41.2419
-81.7453
7,646
Medical sales representative
1988-09-15
8371a722b1b0be0a401cf908d2a8b740
1,325,896,998
41.189409
-80.931928
0
9,735
2019-01-07 00:44:43
4,939,976,756,738,216
fraud_Schoen, Kuphal and Nitzsche
grocery_pos
173.11
Michelle
Johnston
F
3531 Hamilton Highway
Roma
TX
78,584
26.4215
-99.0025
18,128
IT trainer
1990-11-07
bffbc0127af9d387107736996eb911b0
1,325,897,083
26.548916
-99.46454
0
9,736
2019-01-07 00:45:13
6,597,888,193,422,452
fraud_Kilback LLC
grocery_pos
102.24
Bill
Lane
M
4725 Hurst Curve Apt. 634
Holliday
TX
76,366
33.6751
-98.6576
2,317
Chief Technology Officer
1964-08-23
a6368f4c70af53afd7f204100dcac776
1,325,897,113
33.219235
-98.355168
0
9,737
2019-01-07 00:45:24
180,018,375,329,178
fraud_Gutmann-Upton
misc_pos
23.24
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
96feee668e04ef1823e1684790330031
1,325,897,124
41.616408
-83.518029
0
9,738
2019-01-07 00:45:58
4,997,733,566,924,489
fraud_Nienow, Ankunding and Collier
misc_pos
57.33
Stephanie
Taylor
F
598 Martin Pine Suite 365
Saint Paul
MN
55,128
44.9913
-92.9487
753,116
Fisheries officer
1971-08-06
6887c411f71730812ab0cd80517280a5
1,325,897,158
45.551865
-93.368168
0
9,739
2019-01-07 00:47:02
213,114,122,496,591
fraud_Jenkins, Hauck and Friesen
gas_transport
112.14
Jeremy
Perry
M
797 Jennifer Loop Suite 634
Minnesota Lake
MN
56,068
43.8295
-93.8282
1,087
Music tutor
1963-07-14
e5bc631e09341ddd3809426cac7b8ca5
1,325,897,222
44.679731
-94.258695
0
9,740
2019-01-07 00:47:03
4,424,338,559,877,976
fraud_Metz-Boehm
shopping_pos
4.67
Denise
Barnett
F
23220 Eaton Harbors
Kirby
OH
43,330
40.813
-83.4196
118
Private music teacher
1957-11-12
95e9b817f983e68a18a1dcf2415da558
1,325,897,223
40.825463
-84.180866
0
9,741
2019-01-07 00:47:26
213,180,742,685,905
fraud_Tillman, Fritsch and Schmitt
misc_net
1.66
Kayla
Sutton
F
010 Weaver Land
Carlotta
CA
95,528
40.507
-123.9743
1,139
Therapist, occupational
1951-01-15
4332cb5e07bb8890a95441c014a91340
1,325,897,246
40.587183
-124.300559
0
9,742
2019-01-07 00:48:23
4,653,178,848,915,023,000
fraud_Bartoletti-Wunsch
gas_transport
68.07
Robert
Hall
M
371 Anthony Trail Suite 354
Glade Spring
VA
24,340
36.7779
-81.7676
5,657
Clinical psychologist
1987-04-29
f63c362e35b194bbdbca508ccdb29ea5
1,325,897,303
36.487539
-81.501323
0
9,743
2019-01-07 00:48:41
5,388,659,976,630,693
fraud_Stroman, Hudson and Erdman
gas_transport
76.54
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
7bd1b991f77c9dd043bc38fe86e49924
1,325,897,321
43.364941
-90.695066
0
9,744
2019-01-07 00:48:44
4,124,536,010,991,657
fraud_Prohaska-Murray
gas_transport
66.5
Sydney
Montoya
F
265 Christian Summit Suite 231
Fairhope
AL
36,532
30.5012
-87.8835
27,829
Presenter, broadcasting
1954-07-21
77c1e7fe5d6dcf0c6a167502d41578e5
1,325,897,324
29.961342
-86.98933
0
9,745
2019-01-07 00:49:12
6,011,893,664,860,915
fraud_Moen, Reinger and Murphy
grocery_pos
186.8
Erin
Chavez
F
3379 Williams Common
Littleton
CO
80,120
39.5994
-105.0044
320,420
Water engineer
1975-07-31
46fc92c55063a01b4de3eadb5dafde10
1,325,897,352
40.28024
-104.061904
0
9,746
2019-01-07 00:49:41
30,197,398,657,930
fraud_Block Group
misc_pos
35.89
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
c7615770d508e33fa8ddfdeb195d7cc1
1,325,897,381
36.914004
-79.230173
0
9,747
2019-01-07 00:49:56
4,266,200,684,857,219
fraud_Pacocha-Bauch
shopping_pos
6.82
Joshua
Bryant
M
5452 Patricia Inlet Apt. 280
Nelson
NE
68,961
40.201
-98.0684
732
Television/film/video producer
1956-12-13
3d793386f4e44d3ce66be161efb931f1
1,325,897,396
39.781327
-98.606831
0
9,748
2019-01-07 00:50:04
374,125,201,044,065
fraud_Feil, Hilpert and Koss
food_dining
55.58
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
a9b107a619a80f52fa088e9a17147236
1,325,897,404
38.514657
-76.174187
0
9,749
2019-01-07 00:53:22
4,294,040,533,480,516
fraud_Bernhard Inc
gas_transport
54.27
Gail
Weaver
F
979 Stewart Lake
New Ellenton
SC
29,809
33.413
-81.69
2,206
Biomedical scientist
1986-12-31
3a08d8c91267d28a67547d12839a5fdb
1,325,897,602
33.569279
-80.70104
0
9,750
2019-01-07 00:54:00
3,568,255,211,412,877
fraud_Moen, Reinger and Murphy
grocery_pos
52.79
Timothy
Gomez
M
707 Anthony Causeway
Leo
IN
46,765
41.2249
-85.0301
5,341
Biomedical engineer
1994-11-24
16b96e2f83396ee9fb27a82d33757174
1,325,897,640
41.742344
-84.212733
0
9,751
2019-01-07 00:54:14
378,904,938,837,132
fraud_Doyle Ltd
grocery_pos
87.1
Tina
Zimmerman
F
3595 Susan Island Suite 063
Thomas
OK
73,669
35.7382
-98.7388
1,675
Barrister
1986-05-01
0f5fd8e4c736c1f9fc0fb50136b3b2bc
1,325,897,654
34.85613
-97.815744
0
9,752
2019-01-07 00:54:31
213,195,754,007,681
fraud_Donnelly LLC
entertainment
9.17
Zachary
Allen
M
69252 Oconnor Alley Apt. 153
Ollie
IA
52,576
41.2001
-92.1354
568
Commercial horticulturist
1969-07-24
fbf3e45b7fbc907f9869d1c874d9887e
1,325,897,671
41.677594
-91.984853
0
9,753
2019-01-07 00:54:43
4,067,137,330,196,900
fraud_Casper, Hand and Zulauf
grocery_pos
101.34
Christina
Eaton
F
3256 Brooks Field
Eldridge
AL
35,554
33.9315
-87.6194
1,186
Politician's assistant
1986-11-12
9ce3e4fc4df4c489a106a9016d3ac311
1,325,897,683
34.424001
-87.169929
0
9,754
2019-01-07 00:57:05
4,561,892,980,175
fraud_Reilly, Heaney and Cole
gas_transport
63.66
Jacqueline
Allen
F
166 Lisa Fords
Greenwood
IN
46,143
39.596
-86.1309
78,968
Financial adviser
1968-02-10
236abef3495e14b5cddb2702e9e6dac0
1,325,897,825
39.016788
-86.510343
0
9,755
2019-01-07 00:57:23
213,155,997,615,567
fraud_Gottlieb, Considine and Schultz
shopping_net
90.97
James
Yoder
M
83359 Lopez Point
Clune
PA
15,727
40.5503
-79.3237
168
Race relations officer
1978-10-04
20fd052a1d0b9dcb6d04f6f8645e51c7
1,325,897,843
41.046876
-78.969359
0
9,756
2019-01-07 00:57:29
3,576,431,665,303,017
fraud_Nienow, Ankunding and Collier
misc_pos
96.03
Jessica
Ward
F
72269 Elizabeth Field Apt. 132
Phoenix
AZ
85,020
33.5623
-112.0559
1,312,922
Contractor
1981-10-24
a5bf8267f8efeac5169e4a20f1179983
1,325,897,849
33.441818
-112.017398
0
9,757
2019-01-07 00:58:19
3,546,674,063,249,004
fraud_Kuhn LLC
misc_net
3.81
Jordan
May
M
1626 Susan Course
Aledo
TX
76,008
32.7004
-97.6039
13,602
Optometrist
1984-07-05
afe54dfbfd6cabb6f67b2a7972823677
1,325,897,899
32.143561
-96.734212
0
9,758
2019-01-07 00:58:24
573,860,193,545
fraud_Herman, Treutel and Dickens
misc_net
19.04
Cristian
Jones
M
0423 Kirby Field Suite 623
Wilmette
IL
60,091
42.0765
-87.7246
27,020
Trade mark attorney
1986-07-23
fa73cfd5caa00cfa8caae0de093ae22f
1,325,897,904
41.777917
-88.307213
0
9,759
2019-01-07 00:59:16
30,343,344,410,970
fraud_Hermann and Sons
shopping_pos
4.6
Jacob
Dawson
M
663 Anna Plaza
Marienville
PA
16,239
41.4622
-79.1306
4,172
Copywriter, advertising
1962-03-20
f26905dabe71a7d23967da3afb5097ec
1,325,897,956
40.533622
-78.830348
0
9,760
2019-01-07 00:59:17
3,513,506,355,699,497
fraud_Wintheiser, Dietrich and Schimmel
misc_pos
2.18
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
6691cd6dd7efef3e37326dab67679ece
1,325,897,957
31.943916
-89.577009
0
9,761
2019-01-07 01:00:42
3,576,021,480,694,169
fraud_Kutch LLC
gas_transport
84.33
Dawn
Gray
F
9486 Joel Common Suite 554
Topeka
KS
66,618
39.1329
-95.7023
163,415
Secondary school teacher
2004-12-30
b8428af66cf7ef308d0918db9f64c245
1,325,898,042
39.800302
-95.045788
0
9,762
2019-01-07 01:02:34
6,573,561,108,825,071
fraud_Larson-Moen
entertainment
143.68
Kristina
Lewis
F
5449 Brandi Heights Apt. 111
Tulsa
OK
74,130
36.2395
-95.9596
413,574
Bookseller
1968-06-18
0d4e07e8bc03ea3db20f057e22ec1700
1,325,898,154
35.596135
-95.099909
0
9,763
2019-01-07 01:03:07
213,113,338,379,864
fraud_Mosciski, Gislason and Mertz
grocery_pos
65.47
Larry
Vaughan
M
83555 Melinda Spurs
Kingsville
MD
21,087
39.4558
-76.4147
5,451
Science writer
1961-12-05
7d6fcad0e051e8180809a15ac2907293
1,325,898,187
38.461164
-75.51069
0
9,764
2019-01-07 01:03:35
561,942,763,351
fraud_Huel, Hammes and Witting
grocery_pos
182.57
Melissa
Brown
F
330 Montoya Ramp
Washington
DC
20,036
38.9087
-77.0414
601,723
Prison officer
1986-03-14
feb091e8ba62d2f261315dbbf0cf6337
1,325,898,215
38.14497
-77.992231
0
9,765
2019-01-07 01:03:42
4,099,707,841,315,751
fraud_Kuhic Inc
grocery_pos
53.48
James
Stephens
M
1166 Castillo Mountains
Ruckersville
VA
22,968
38.2586
-78.4074
9,815
Designer, ceramics/pottery
1975-07-07
265cb7623bfac22e71f66f286c4ff86a
1,325,898,222
38.207199
-77.891563
0
9,766
2019-01-07 01:03:51
5,388,659,976,630,693
fraud_Kuvalis Ltd
gas_transport
63.92
Charles
Preston
M
5364 William Harbor
Seneca
WI
54,654
43.2064
-90.9405
153
Quantity surveyor
1962-02-14
8f742775a4a21dc2431ea82e6490ef5f
1,325,898,231
44.036693
-91.530866
0
9,767
2019-01-07 01:03:59
3,561,963,695,236,764
fraud_Labadie, Treutel and Bode
shopping_net
105.6
Michael
Lee
M
7915 Dawn Roads Apt. 544
Shelter Island
NY
11,964
41.064
-72.3366
1,858
Clinical biochemist
1984-03-03
59b416f59cfd5de4405d3ac05ef9b293
1,325,898,239
40.153083
-72.72861
0
9,768
2019-01-07 01:04:46
3,590,736,522,064,285
fraud_Koepp-Witting
grocery_pos
181.89
Kimberly
Gonzalez
F
72966 Shannon Pass Apt. 391
Bauxite
AR
72,011
34.5091
-92.4828
4,074
Scientist, audiological
1975-12-20
a5749bc21efa5b1703deb69f13406799
1,325,898,286
35.22449
-93.32811
0
9,769
2019-01-07 01:05:32
3,506,042,666,828,517
fraud_Haley, Jewess and Bechtelar
shopping_pos
2.63
Christine
Burns
F
343 Hannah Parkway
Comfort
WV
25,049
38.1372
-81.5962
630
Fine artist
1959-07-30
fc61500e8e5c0fa82de7eab0d008fd45
1,325,898,332
38.944478
-81.325891
0
9,770
2019-01-07 01:06:08
4,797,297,220,948,469,000
fraud_Dooley-Thompson
misc_net
3.44
Erica
Briggs
F
3310 Davidson Spurs Apt. 107
Oolitic
IN
47,451
38.8938
-86.5246
1,228
Counsellor
1991-03-13
bc2bb23eb3fd64c7fb2855e45bfaac06
1,325,898,368
39.32503
-85.930579
0
9,771
2019-01-07 01:06:31
4,006,047,418,382
fraud_Ankunding LLC
shopping_net
8.68
Robert
Sanchez
M
7314 Johnson Square Apt. 296
Parkers Lake
KY
42,634
36.8347
-84.4436
1,565
Designer, industrial/product
1968-07-24
3c6b10cc730393a7704173dc22da404c
1,325,898,391
36.75021
-84.683564
0
9,772
2019-01-07 01:06:40
343,464,013,864,032
fraud_Casper, Hand and Zulauf
grocery_pos
94.27
Jodi
Foster
F
551 Zachary Freeway
Bailey
NC
27,807
35.8072
-78.0892
6,629
Call centre manager
1962-08-13
2e7d2b7e881c76d82c68046d5a2e659f
1,325,898,400
36.634773
-77.993335
0
9,773
2019-01-07 01:08:45
3,595,192,916,105,588
fraud_Bogisich-Homenick
misc_net
197.3
Dustin
Roberts
M
3283 James Station
Fayetteville
NC
28,314
35.0583
-79.008
238,602
Scientist, research (maths)
1993-05-14
41ded45ca05cb81c52b91de770a311bf
1,325,898,525
35.113151
-79.80793
0
9,774
2019-01-07 01:09:28
180,018,375,329,178
fraud_Koepp-Witting
grocery_pos
218.8
Michelle
Woods
F
952 Joseph Throughway
Munith
MI
49,259
42.3703
-84.2485
2,523
Geophysicist/field seismologist
1988-03-21
7cbf985d23f4faf2085aa227a0cf4f95
1,325,898,568
41.626901
-84.427774
0
9,775
2019-01-07 01:10:24
30,376,238,035,123
fraud_McGlynn-Heathcote
misc_net
1,555.17
Cynthia
Davis
F
7177 Steven Forges
Sixes
OR
97,476
42.825
-124.4409
217
Retail merchandiser
1928-10-01
ccaaaa3a9eb543bd74bf97cfb77ddade
1,325,898,624
42.759476
-124.511383
0
9,776
2019-01-07 01:11:03
3,592,325,941,359,225
fraud_Simonis-Prohaska
misc_pos
7.06
Ashley
Robinson
F
1007 Colton Forks
Hopewell
VA
23,860
37.2876
-77.295
31,970
Purchasing manager
1935-08-15
467d33b7e9481447a8b3a9b8107b5226
1,325,898,663
38.202844
-78.260763
0
9,777
2019-01-07 01:11:31
2,229,824,890,647,120
fraud_Raynor, Feest and Miller
gas_transport
59.22
Walter
Blair
M
44951 Williams Brooks
Pearlington
MS
39,572
30.2508
-89.6011
1,414
Therapist, occupational
1958-02-17
949d2b1dbefc4a484c01a6b214ae0c92
1,325,898,691
29.46989
-90.586661
0
9,778
2019-01-07 01:14:34
2,233,882,705,243,596
fraud_Boehm, Block and Jakubowski
misc_pos
6.23
Jamie
Robinson
F
67089 Caitlin Meadow Apt. 905
Sturgis
MS
39,769
33.357
-89.0473
1,923
Medical physicist
1960-01-16
da5376d4addaabd77260fd89e55b987d
1,325,898,874
33.617605
-88.787567
0
9,779
2019-01-07 01:15:09
30,197,398,657,930
fraud_McGlynn-Heathcote
misc_net
11.95
April
Johnson
F
9727 Deleon Mountain
Creedmoor
NC
27,522
36.1124
-78.6476
12,335
Chief Strategy Officer
1987-09-19
62b53bac92f744dfe2a50d1cb3f52358
1,325,898,909
36.230034
-78.667494
0
9,780
2019-01-07 01:15:17
374,125,201,044,065
fraud_Friesen-D'Amore
gas_transport
60.31
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
7fbf9efc5a7d5df8e20e2122a0af2080
1,325,898,917
38.345873
-76.87692
0
9,781
2019-01-07 01:15:30
4,646,845,581,490,336,000
fraud_Dickinson-Rempel
misc_pos
408.65
Julia
Bell
F
576 House Crossroad
West Sayville
NY
11,796
40.732
-73.1
4,056
Film/video editor
1990-06-25
dfdc0f52e844be30e49e5608aa70444d
1,325,898,930
41.396033
-73.046466
0
9,782
2019-01-07 01:17:25
3,577,663,406,369,449
fraud_Dooley Inc
shopping_pos
45.37
Cody
Hooper
M
7233 John Parks
Lepanto
AR
72,354
35.6069
-90.3359
2,470
Counselling psychologist
1968-10-06
1aaded2109e490349d09b5a547328c05
1,325,899,045
36.365705
-89.659586
0
9,783
2019-01-07 01:19:38
3,531,129,874,770,000
fraud_Luettgen PLC
gas_transport
69.86
Shelby
Mitchell
F
974 Cindy Stream
Brandon
VT
5,733
43.8065
-73.0882
5,895
Scientist, marine
1975-07-13
ce03200e855abb049ff6ef62f2f5f147
1,325,899,178
44.777066
-72.644094
0
9,784
2019-01-07 01:19:46
30,131,826,429,364
fraud_Kuphal-Predovic
misc_net
30.76
Brianna
Foley
F
57256 Raymond Ports
Knoxville
TN
37,932
35.9335
-84.1481
391,389
Designer, industrial/product
1994-04-22
3e50c7ed3452ea1707e839725f166d52
1,325,899,186
36.347701
-85.117369
0
9,785
2019-01-07 01:20:42
30,011,465,039,817
fraud_Moore, Dibbert and Koepp
misc_net
1.9
Lisa
Garcia
F
213 Gill Expressway
Chatham
NY
12,037
42.3496
-73.5873
4,015
Human resources officer
1971-10-14
edb71b6f872e6cf54b2d798737a3fddc
1,325,899,242
42.331895
-73.337057
0
9,786
2019-01-07 01:20:57
4,089,096,483,689,733,600
fraud_Connelly, Reichert and Fritsch
gas_transport
43.16
Debra
Stark
F
686 Linda Rest
Kilgore
TX
75,662
32.3836
-94.8653
24,536
Multimedia programmer
1983-10-14
e9b6f2f7b051385de2c71dad230a6a6a
1,325,899,257
31.821033
-95.175335
0
9,787
2019-01-07 01:22:49
374,125,201,044,065
fraud_Hills-Witting
shopping_net
6.06
Christopher
Gilbert
M
20937 Reed Lakes Apt. 271
Washington
DC
20,012
38.9757
-77.0282
601,723
Optician, dispensing
1970-07-20
dd70a5e9f5d60d0fbcf98ab14ac84651
1,325,899,369
38.75558
-77.944726
0
9,788
2019-01-07 01:23:12
3,583,635,130,604,947
fraud_Kuhic Inc
grocery_pos
208.22
Crystal
Gamble
F
899 Michele View Suite 960
Philadelphia
PA
19,149
40.0369
-75.0664
1,526,206
Structural engineer
1985-01-01
b35c4874ae26251a60b0c49d6ad6174a
1,325,899,392
39.964114
-75.622598
0
9,789
2019-01-07 01:23:35
3,513,506,355,699,497
fraud_Dibbert-Green
entertainment
9.89
Sarah
Adams
F
5654 Peterson Land
Ridgeland
MS
39,157
32.4122
-90.1207
24,645
Scientist, clinical (histocompatibility and immunogenetics)
1966-05-29
98b00ba1086cdc4eafb7cdf3d8d86365
1,325,899,415
32.711716
-90.037205
0
9,790
2019-01-07 01:24:02
4,255,397,449,664,186,000
fraud_Stroman, Hudson and Erdman
gas_transport
61.14
George
Smith
M
7377 Walton Extensions Apt. 979
Dallas
TX
75,236
32.69
-96.9177
1,263,321
Designer, interior/spatial
1952-09-27
0459d9b4a7b5e203dbedaf6afdc35b64
1,325,899,442
31.705346
-96.050962
0
9,791
2019-01-07 01:24:32
180,046,765,320,457
fraud_Goyette, Howell and Collier
shopping_pos
5.33
Jared
Camacho
M
4257 Perez Mall
Canton
OH
44,702
40.8027
-81.3739
192,805
Building control surveyor
1963-06-30
d46974623e70f9d71c1a8a30b1f8b841
1,325,899,472
41.486367
-80.726177
0
9,792
2019-01-07 01:24:39
4,069,975,342,931,683
fraud_Rohan, White and Aufderhar
misc_net
76.07
Kimberly
Martin
F
1943 Dennis Inlet Suite 145
Hurricane
WV
25,526
38.4257
-81.9943
21,902
Sub
1980-09-18
09e38f545aa18ad99d45988e327711db
1,325,899,479
38.859776
-81.1485
0
9,793
2019-01-07 01:26:10
5,359,543,825,610,251
fraud_Koepp-Witting
grocery_pos
55.81
Michael
Francis
M
1833 Jeanette Stravenue
Belgrade
MT
59,714
45.7801
-111.1439
18,182
Engineer, drilling
1975-06-29
91da8983a694322bb0a3367807fe2e99
1,325,899,570
46.639839
-111.035776
0
9,794
2019-01-07 01:26:50
4,586,810,168,620,942
fraud_Olson, Becker and Koch
gas_transport
50.65
Michelle
Gregory
F
6983 Carrillo Isle
Edisto Island
SC
29,438
32.5486
-80.307
2,408
Sales professional, IT
1997-07-05
452389c4de4044eaae991a6578262281
1,325,899,610
31.957891
-79.993188
0
9,795
2019-01-07 01:27:47
4,378,993,458,389,626
fraud_Runolfsson and Sons
grocery_net
21.86
Travis
Hayes
M
1561 Chase Grove
Conway
NH
3,818
43.9742
-71.1503
3,807
Surgeon
1999-10-25
d98cc04938d915009e884a0cc8ebf897
1,325,899,667
44.423109
-70.192762
0
9,796
2019-01-07 01:27:53
4,855,488,158,131,690,000
fraud_Stamm-Rodriguez
misc_pos
38.33
Jeremy
Roberson
M
25887 Martin Inlet
Graniteville
VT
5,654
44.1554
-72.4847
970
Agricultural consultant
1993-09-29
c9ab16cdec12207fa21eab2dcb1bda05
1,325,899,673
44.495124
-73.39604
0
9,797
2019-01-07 01:29:06
377,026,671,291,680
fraud_Greenfelder, Bartoletti and Davis
misc_net
8.3
Jackie
Davis
F
1898 Parker Fork Apt. 057
Redford
MO
63,665
37.3272
-91.0243
241
Investment analyst
1974-10-27
446bb924a0728ee871a695c6c198af1a
1,325,899,746
37.331774
-90.433247
0
9,798
2019-01-07 01:31:24
4,425,161,475,596,168
fraud_Upton PLC
entertainment
61.21
Brooke
Fisher
F
815 Heather Divide Apt. 965
San Angelo
TX
76,905
31.4647
-100.39
103,927
Drilling engineer
1962-06-27
8c3ac704efb5818083acfd802f765c5d
1,325,899,884
31.079942
-99.430069
0
9,799
2019-01-07 01:32:01
213,161,869,125,933
fraud_Streich, Hansen and Veum
gas_transport
34.32
Monica
Lane
F
3270 Scott Islands
East Andover
ME
4,226
44.6084
-70.6993
190
Animal nutritionist
1970-04-17
4f2eab76e7a95794f08f7aee5f907360
1,325,899,921
43.976245
-70.396423
0